Python Data Visualizations

Part $1$: Data Exploration and Visualization $(60\%)$

In this part, you will:

Work with the provided dataset, Fish.csv$.$ This dataset contains information

about different species of fish, with the following columns:

Species: The species of the fish.

BodyLengthCm: The body length of the fish in centimeters.

BodyWidthCm: The body width of the fish in centimeters.

FinLengthCm: The fin length of the fish in centimeters.

FinWidthCm: The fin width of the fish in centimeters.

Explore the dataset to identify patterns, trends, and key insights. Consider the

following questions to guide your exploration:

Are there any noticeable clusters among the features $($e$.$g$.,$ fish species vs$.$

weight or length$)?$

What trends or correlations can you identify between the various dimensions

of the fish?

How does the data distribution look for each feature? Are there any outliers

or anomalies?

Create a variety of visualizations, such as bar charts, line graphs, scatter plots,

histograms, and box plots.

Customize your visuals for readability and aosthetic appeal by applying principles

of design and color.

Provide a bricf explanation of each visualization, discussing what it reveals about

the data and its implications.

Access the

Part $2$: Storytelling, Data Collection, and Analysis $(40\%)$

In this part, you will:

Objective: Think creatively about data collection and analysis using real$-$world

scenarios. This step emphasizes the practical application of data analysis through

hands$-$on experience, leveraging your smartphone's sensors and the "Physics Tool$-$

box Sensor Suite" app.

Instructions:

Download the App: Install the "Physics Toolbox Sensor Suite" app on your

smartphone. It is available for both iOS and Android platforms.

Design a Scenario: Identify an innovative and practical scenario for data

collection. Examples include:

Measuring acceleration and motion patterns by placing the phone in your

pocket while walking up or down a staircase.

Recording the motion of a pendulum by attaching the phone to it$.$

Analyzing vibrations by placing the phone on a table during a speaker

vibration test.

Ensure your scenario is unique and distinct from your peers, as innovation and

creativity will significantly impact your grade.

Data Collection: Use the app to collect meaningful data that reflects your

chosen scenario.

Export the Data: Export the collected data from the app in a compatible

format $($e$.$g$.,$ CSV or TXT$)$ for further analysis.